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idl_project's Introduction

18786 Project: Enhancing Text-to-Image Generation with Fine-Grained Semantic Control

Enhance the AttnGAN model using state-of-the-art technology such as BERT and CLIP models for richer text interpretation and more detailed image outputs.

Branch Info

  • master: The original branch of AttGAN updated to latest torch versions with improved-gan from OpenAI for Inception Score calculation. Serves as our baseline for DAMSM with RNN text encoder and CNN image encoder.
  • bert: DAMSM with BERT based text encoder and CNN image encoder
  • clip: DAMSM with RNN based text encoder and CLIP image encoder
  • clip-text-image: DAMSM with CLIP text encoder and CLIP image encoder
  • bert-clip: DAMSM with BERT text encoder and CLIP image encoder

Data

  1. Download preprocessed metadata forcoco and save them to data/
  2. Download coco dataset and extract the images to data/coco/

Dependencies

pip install the following packages:

  • python-dateutil
  • easydict
  • pandas
  • torchfile
  • nltk
  • scikit-image==0.19.0
  • torch

idl_project's People

Contributors

angadbajwa23 avatar mehal99 avatar sethjuarez avatar taoxugit avatar

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